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sklearn/model_selection/tests/test_split.py

Lines changed: 14 additions & 35 deletions
Original file line numberDiff line numberDiff line change
@@ -2030,7 +2030,7 @@ def test_group_time_series_fail_groups_are_none():
20302030
def test_group_time_series_ordering_and_group_preserved():
20312031
# With this test we check that we are only evaluating
20322032
# unseen groups in the future
2033-
groups = np.repeat(['a', 'b', 'c', 'd'], repeats=3)
2033+
groups = np.repeat(["a", "b", "c", "d"], repeats=3)
20342034
n_samples = len(groups)
20352035
n_splits = 3
20362036

@@ -2090,28 +2090,22 @@ def test_group_time_series_max_train_size():
20902090

20912091

20922092
def test_group_time_series_non_overlap_group():
2093-
letters = list("abcdefghijk")
2094-
counts = [3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3]
2095-
groups = np.repeat(letters, counts)
2093+
groups = np.repeat(list("abcdefghijk"), [3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3])
20962094
gtss = GroupTimeSeriesSplit(n_splits=3)
20972095
splits = gtss.split(groups, groups=groups)
20982096
train, test = next(splits)
20992097
assert_array_equal(train, np.array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]))
21002098
assert_array_equal(test, np.array([13, 14, 15, 16, 17]))
21012099
assert_array_equal(
21022100
groups[train],
2103-
np.repeat(["a", "b", "c", "d", "e"], [3, 2, 3, 2, 3]),
2101+
np.repeat(list("abcde"), [3, 2, 3, 2, 3]),
21042102
)
2105-
assert_array_equal(groups[test], np.array(["f", "f", "g", "g", "g"]))
2103+
assert_array_equal(groups[test], np.repeat(list("fg"), [2, 3]))
21062104

21072105
train, test = next(splits)
2108-
assert_array_equal(
2109-
train, np.arange(0, 18)
2110-
)
2106+
assert_array_equal(train, np.arange(0, 18))
21112107
assert_array_equal(test, np.arange(18, 23))
2112-
assert_array_equal(
2113-
groups[train], np.repeat(list("abcdefg"), [3, 2, 3, 2, 3, 2, 3])
2114-
)
2108+
assert_array_equal(groups[train], np.repeat(list("abcdefg"), [3, 2, 3, 2, 3, 2, 3]))
21152109
assert_array_equal(groups[test], np.repeat(list("hi"), [2, 3]))
21162110

21172111
train, test = next(splits)
@@ -2121,8 +2115,7 @@ def test_group_time_series_non_overlap_group():
21212115
)
21222116
assert_array_equal(test, np.arange(23, 28))
21232117
assert_array_equal(
2124-
groups[train],
2125-
np.repeat(list("abcdefghi"), [3, 2, 3, 2, 3, 2, 3, 2, 3])
2118+
groups[train], np.repeat(list("abcdefghi"), [3, 2, 3, 2, 3, 2, 3, 2, 3])
21262119
)
21272120
assert_array_equal(groups[test], np.repeat(list("jk"), [2, 3]))
21282121

@@ -2134,15 +2127,11 @@ def test_group_time_series_non_overlap_group_with_gap():
21342127
train, test = next(splits)
21352128
assert_array_equal(train, np.arange(0, 10))
21362129
assert_array_equal(test, np.arange(13, 18))
2137-
assert_array_equal(
2138-
groups[train], np.repeat(list("abcd"), [3, 2, 3, 2])
2139-
)
2130+
assert_array_equal(groups[train], np.repeat(list("abcd"), [3, 2, 3, 2]))
21402131
assert_array_equal(groups[test], np.repeat(list("fg"), [2, 3]))
21412132

21422133
train, test = next(splits)
2143-
assert_array_equal(
2144-
train, np.arange(0, 15)
2145-
)
2134+
assert_array_equal(train, np.arange(0, 15))
21462135
assert_array_equal(test, np.arange(18, 23))
21472136
assert_array_equal(
21482137
groups[train],
@@ -2176,27 +2165,17 @@ def test_group_time_series_non_overlap_group_imbalanced():
21762165
test,
21772166
np.arange(67, 117),
21782167
)
2179-
assert_array_equal(
2180-
groups[train], np.repeat(list("abcd"), [20, 12, 30, 2])
2181-
)
2182-
assert_array_equal(
2183-
groups[test], np.repeat(list("fg"), [20, 30])
2184-
)
2168+
assert_array_equal(groups[train], np.repeat(list("abcd"), [20, 12, 30, 2]))
2169+
assert_array_equal(groups[test], np.repeat(list("fg"), [20, 30]))
21852170

21862171
train, test = next(splits)
2187-
assert_array_equal(
2188-
train, np.arange(0, 87)
2189-
)
2172+
assert_array_equal(train, np.arange(0, 87))
21902173
assert_array_equal(test, np.arange(117, 122))
2191-
assert_array_equal(
2192-
groups[train], np.repeat(list("abcdef"), [20, 12, 30, 2, 3, 20])
2193-
)
2174+
assert_array_equal(groups[train], np.repeat(list("abcdef"), [20, 12, 30, 2, 3, 20]))
21942175
assert_array_equal(groups[test], np.repeat(list("hi"), [2, 3]))
21952176

21962177
train, test = next(splits)
2197-
assert_array_equal(
2198-
train, np.arange(0, 119)
2199-
)
2178+
assert_array_equal(train, np.arange(0, 119))
22002179
assert_array_equal(test, np.arange(122, 127))
22012180
assert_array_equal(
22022181
groups[train], np.repeat(list("abcdefgh"), [20, 12, 30, 2, 3, 20, 30, 2])

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